Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 777 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 109.4 KiB |
| Average record size in memory | 144.2 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 1 |
Accept is highly correlated with Apps and 1 other fields | High correlation |
Apps is highly correlated with Accept | High correlation |
Enroll is highly correlated with Accept and 1 other fields | High correlation |
F.Undergrad is highly correlated with Enroll | High correlation |
Names has unique values | Unique |
Reproduction
| Analysis started | 2020-10-09 13:29:17.021507 |
|---|---|
| Analysis finished | 2020-10-09 13:30:23.629815 |
| Duration | 1 minute and 6.61 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 777 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 KiB |
| Pacific University | 1 |
|---|---|
| Centenary College of Louisiana | 1 |
| Austin College | 1 |
| SUNY College at Cortland | 1 |
| Marist College | 1 |
| Other values (772) |
| Value | Count | Frequency (%) | |
| Pacific University | 1 | 0.1% | |
| Centenary College of Louisiana | 1 | 0.1% | |
| Austin College | 1 | 0.1% | |
| SUNY College at Cortland | 1 | 0.1% | |
| Marist College | 1 | 0.1% | |
| Colorado College | 1 | 0.1% | |
| Carroll College | 1 | 0.1% | |
| Florida International University | 1 | 0.1% | |
| Oklahoma State University | 1 | 0.1% | |
| Campbell University | 1 | 0.1% | |
| Other values (767) | 767 | 98.7% |
Frequencies of value counts
Unique
| Unique | 777 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 45 |
|---|---|
| Median length | 21 |
| Mean length | 22.17631918 |
| Min length | 11 |
| Distinct | 711 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3001.638353 |
|---|---|
| Minimum | 81 |
| Maximum | 48094 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 81 |
|---|---|
| 5-th percentile | 329.8 |
| Q1 | 776 |
| median | 1558 |
| Q3 | 3624 |
| 95-th percentile | 11066.2 |
| Maximum | 48094 |
| Range | 48013 |
| Interquartile range (IQR) | 2848 |
Descriptive statistics
| Standard deviation | 3870.201484 |
|---|---|
| Coefficient of variation (CV) | 1.289363018 |
| Kurtosis | 26.77425316 |
| Mean | 3001.638353 |
| Median Absolute Deviation (MAD) | 987 |
| Skewness | 3.723749968 |
| Sum | 2332273 |
| Variance | 14978459.53 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 663 | 3 | 0.4% | |
| 440 | 3 | 0.4% | |
| 1006 | 3 | 0.4% | |
| 1243 | 2 | 0.3% | |
| 1800 | 2 | 0.3% | |
| 584 | 2 | 0.3% | |
| 920 | 2 | 0.3% | |
| 1432 | 2 | 0.3% | |
| 809 | 2 | 0.3% | |
| 4772 | 2 | 0.3% | |
| Other values (701) | 754 | 97.0% |
| Value | Count | Frequency (%) | |
| 81 | 1 | 0.1% | |
| 100 | 1 | 0.1% | |
| 141 | 1 | 0.1% | |
| 150 | 1 | 0.1% | |
| 152 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 48094 | 1 | 0.1% | |
| 21804 | 1 | 0.1% | |
| 20192 | 1 | 0.1% | |
| 19873 | 1 | 0.1% | |
| 19315 | 1 | 0.1% |
| Distinct | 693 |
|---|---|
| Distinct (%) | 89.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2018.804376 |
|---|---|
| Minimum | 72 |
| Maximum | 26330 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 72 |
|---|---|
| 5-th percentile | 272.4 |
| Q1 | 604 |
| median | 1110 |
| Q3 | 2424 |
| 95-th percentile | 6979.2 |
| Maximum | 26330 |
| Range | 26258 |
| Interquartile range (IQR) | 1820 |
Descriptive statistics
| Standard deviation | 2451.113971 |
|---|---|
| Coefficient of variation (CV) | 1.2141414 |
| Kurtosis | 18.93809941 |
| Mean | 2018.804376 |
| Median Absolute Deviation (MAD) | 680 |
| Skewness | 3.417727343 |
| Sum | 1568611 |
| Variance | 6007959.699 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 452 | 4 | 0.5% | |
| 384 | 3 | 0.4% | |
| 494 | 3 | 0.4% | |
| 340 | 3 | 0.4% | |
| 562 | 3 | 0.4% | |
| 501 | 3 | 0.4% | |
| 558 | 3 | 0.4% | |
| 888 | 3 | 0.4% | |
| 405 | 3 | 0.4% | |
| 1725 | 2 | 0.3% | |
| Other values (683) | 747 | 96.1% |
| Value | Count | Frequency (%) | |
| 72 | 1 | 0.1% | |
| 90 | 1 | 0.1% | |
| 118 | 1 | 0.1% | |
| 128 | 1 | 0.1% | |
| 130 | 2 | 0.3% |
| Value | Count | Frequency (%) | |
| 26330 | 1 | 0.1% | |
| 18744 | 1 | 0.1% | |
| 15096 | 1 | 0.1% | |
| 13243 | 1 | 0.1% | |
| 13007 | 1 | 0.1% |
| Distinct | 581 |
|---|---|
| Distinct (%) | 74.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 779.972973 |
|---|---|
| Minimum | 35 |
| Maximum | 6392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 118.6 |
| Q1 | 242 |
| median | 434 |
| Q3 | 902 |
| 95-th percentile | 2757 |
| Maximum | 6392 |
| Range | 6357 |
| Interquartile range (IQR) | 660 |
Descriptive statistics
| Standard deviation | 929.1761901 |
|---|---|
| Coefficient of variation (CV) | 1.191292804 |
| Kurtosis | 8.831543926 |
| Mean | 779.972973 |
| Median Absolute Deviation (MAD) | 239 |
| Skewness | 2.690464654 |
| Sum | 606039 |
| Variance | 863368.3923 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 295 | 5 | 0.6% | |
| 177 | 5 | 0.6% | |
| 458 | 4 | 0.5% | |
| 172 | 4 | 0.5% | |
| 176 | 4 | 0.5% | |
| 366 | 4 | 0.5% | |
| 452 | 4 | 0.5% | |
| 478 | 4 | 0.5% | |
| 284 | 4 | 0.5% | |
| 227 | 4 | 0.5% | |
| Other values (571) | 735 | 94.6% |
| Value | Count | Frequency (%) | |
| 35 | 1 | 0.1% | |
| 46 | 1 | 0.1% | |
| 51 | 1 | 0.1% | |
| 55 | 2 | 0.3% | |
| 63 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 6392 | 1 | 0.1% | |
| 6180 | 1 | 0.1% | |
| 5874 | 1 | 0.1% | |
| 5873 | 1 | 0.1% | |
| 5705 | 1 | 0.1% |
Top10perc
Real number (ℝ≥0)
| Distinct | 82 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.55855856 |
|---|---|
| Minimum | 1 |
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 15 |
| median | 23 |
| Q3 | 35 |
| 95-th percentile | 65.2 |
| Maximum | 96 |
| Range | 95 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 17.64036439 |
|---|---|
| Coefficient of variation (CV) | 0.6401047554 |
| Kurtosis | 2.208064686 |
| Mean | 27.55855856 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.413216781 |
| Sum | 21413 |
| Variance | 311.1824557 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 20 | 37 | 4.8% | |
| 10 | 35 | 4.5% | |
| 12 | 32 | 4.1% | |
| 16 | 31 | 4.0% | |
| 15 | 28 | 3.6% | |
| 25 | 28 | 3.6% | |
| 23 | 26 | 3.3% | |
| 19 | 22 | 2.8% | |
| 14 | 22 | 2.8% | |
| 22 | 21 | 2.7% | |
| Other values (72) | 495 | 63.7% |
| Value | Count | Frequency (%) | |
| 1 | 3 | 0.4% | |
| 2 | 2 | 0.3% | |
| 3 | 6 | 0.8% | |
| 4 | 2 | 0.3% | |
| 5 | 11 | 1.4% |
| Value | Count | Frequency (%) | |
| 96 | 1 | 0.1% | |
| 95 | 3 | 0.4% | |
| 90 | 3 | 0.4% | |
| 89 | 1 | 0.1% | |
| 87 | 2 | 0.3% |
Top25perc
Real number (ℝ≥0)
| Distinct | 89 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.7966538 |
|---|---|
| Minimum | 9 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 25.8 |
| Q1 | 41 |
| median | 54 |
| Q3 | 69 |
| 95-th percentile | 93 |
| Maximum | 100 |
| Range | 91 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 19.8047776 |
|---|---|
| Coefficient of variation (CV) | 0.354945615 |
| Kurtosis | -0.5641208067 |
| Mean | 55.7966538 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.2593403527 |
| Sum | 43354 |
| Variance | 392.2292156 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 55 | 20 | 2.6% | |
| 60 | 20 | 2.6% | |
| 50 | 19 | 2.4% | |
| 36 | 19 | 2.4% | |
| 52 | 18 | 2.3% | |
| 40 | 17 | 2.2% | |
| 53 | 17 | 2.2% | |
| 57 | 17 | 2.2% | |
| 63 | 16 | 2.1% | |
| 47 | 16 | 2.1% | |
| Other values (79) | 598 | 77.0% |
| Value | Count | Frequency (%) | |
| 9 | 1 | 0.1% | |
| 12 | 1 | 0.1% | |
| 13 | 2 | 0.3% | |
| 14 | 1 | 0.1% | |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 7 | 0.9% | |
| 99 | 5 | 0.6% | |
| 98 | 3 | 0.4% | |
| 97 | 1 | 0.1% | |
| 96 | 7 | 0.9% |
| Distinct | 714 |
|---|---|
| Distinct (%) | 91.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3699.907336 |
|---|---|
| Minimum | 139 |
| Maximum | 31643 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 139 |
|---|---|
| 5-th percentile | 509.8 |
| Q1 | 992 |
| median | 1707 |
| Q3 | 4005 |
| 95-th percentile | 14477.8 |
| Maximum | 31643 |
| Range | 31504 |
| Interquartile range (IQR) | 3013 |
Descriptive statistics
| Standard deviation | 4850.420531 |
|---|---|
| Coefficient of variation (CV) | 1.3109573 |
| Kurtosis | 7.696586379 |
| Mean | 3699.907336 |
| Median Absolute Deviation (MAD) | 972 |
| Skewness | 2.610457948 |
| Sum | 2874828 |
| Variance | 23526579.33 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1345 | 3 | 0.4% | |
| 1306 | 3 | 0.4% | |
| 1115 | 3 | 0.4% | |
| 662 | 3 | 0.4% | |
| 500 | 3 | 0.4% | |
| 959 | 3 | 0.4% | |
| 1707 | 3 | 0.4% | |
| 614 | 2 | 0.3% | |
| 416 | 2 | 0.3% | |
| 690 | 2 | 0.3% | |
| Other values (704) | 750 | 96.5% |
| Value | Count | Frequency (%) | |
| 139 | 1 | 0.1% | |
| 199 | 1 | 0.1% | |
| 201 | 1 | 0.1% | |
| 249 | 1 | 0.1% | |
| 282 | 2 | 0.3% |
| Value | Count | Frequency (%) | |
| 31643 | 1 | 0.1% | |
| 30017 | 1 | 0.1% | |
| 28938 | 1 | 0.1% | |
| 27378 | 1 | 0.1% | |
| 26640 | 1 | 0.1% |
P.Undergrad
Real number (ℝ≥0)
| Distinct | 566 |
|---|---|
| Distinct (%) | 72.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 855.2985843 |
|---|---|
| Minimum | 1 |
| Maximum | 21836 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 95 |
| median | 353 |
| Q3 | 967 |
| 95-th percentile | 3303.6 |
| Maximum | 21836 |
| Range | 21835 |
| Interquartile range (IQR) | 872 |
Descriptive statistics
| Standard deviation | 1522.431887 |
|---|---|
| Coefficient of variation (CV) | 1.780000476 |
| Kurtosis | 55.03451787 |
| Mean | 855.2985843 |
| Median Absolute Deviation (MAD) | 303 |
| Skewness | 5.692353167 |
| Sum | 664567 |
| Variance | 2317798.851 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 30 | 7 | 0.9% | |
| 166 | 6 | 0.8% | |
| 35 | 5 | 0.6% | |
| 1 | 4 | 0.5% | |
| 95 | 4 | 0.5% | |
| 44 | 4 | 0.5% | |
| 45 | 4 | 0.5% | |
| 53 | 4 | 0.5% | |
| 28 | 4 | 0.5% | |
| 27 | 4 | 0.5% | |
| Other values (556) | 731 | 94.1% |
| Value | Count | Frequency (%) | |
| 1 | 4 | 0.5% | |
| 2 | 1 | 0.1% | |
| 3 | 2 | 0.3% | |
| 4 | 1 | 0.1% | |
| 5 | 4 | 0.5% |
| Value | Count | Frequency (%) | |
| 21836 | 1 | 0.1% | |
| 10962 | 1 | 0.1% | |
| 10221 | 1 | 0.1% | |
| 9310 | 1 | 0.1% | |
| 9054 | 1 | 0.1% |
Outstate
Real number (ℝ≥0)
| Distinct | 640 |
|---|---|
| Distinct (%) | 82.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10440.66924 |
|---|---|
| Minimum | 2340 |
| Maximum | 21700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 2340 |
|---|---|
| 5-th percentile | 4601.6 |
| Q1 | 7320 |
| median | 9990 |
| Q3 | 12925 |
| 95-th percentile | 18498 |
| Maximum | 21700 |
| Range | 19360 |
| Interquartile range (IQR) | 5605 |
Descriptive statistics
| Standard deviation | 4023.016484 |
|---|---|
| Coefficient of variation (CV) | 0.385321706 |
| Kurtosis | -0.4138324002 |
| Mean | 10440.66924 |
| Median Absolute Deviation (MAD) | 2780 |
| Skewness | 0.5092779742 |
| Sum | 8112400 |
| Variance | 16184661.63 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 6550 | 13 | 1.7% | |
| 8400 | 5 | 0.6% | |
| 10500 | 5 | 0.6% | |
| 8840 | 5 | 0.6% | |
| 9900 | 4 | 0.5% | |
| 5130 | 4 | 0.5% | |
| 11200 | 4 | 0.5% | |
| 7844 | 4 | 0.5% | |
| 7800 | 4 | 0.5% | |
| 10800 | 4 | 0.5% | |
| Other values (630) | 725 | 93.3% |
| Value | Count | Frequency (%) | |
| 2340 | 1 | 0.1% | |
| 2580 | 1 | 0.1% | |
| 2700 | 1 | 0.1% | |
| 3040 | 1 | 0.1% | |
| 3460 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 21700 | 1 | 0.1% | |
| 20100 | 1 | 0.1% | |
| 19964 | 1 | 0.1% | |
| 19960 | 1 | 0.1% | |
| 19900 | 1 | 0.1% |
Room.Board
Real number (ℝ≥0)
| Distinct | 553 |
|---|---|
| Distinct (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4357.526384 |
|---|---|
| Minimum | 1780 |
| Maximum | 8124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 1780 |
|---|---|
| 5-th percentile | 2735.8 |
| Q1 | 3597 |
| median | 4200 |
| Q3 | 5050 |
| 95-th percentile | 6382 |
| Maximum | 8124 |
| Range | 6344 |
| Interquartile range (IQR) | 1453 |
Descriptive statistics
| Standard deviation | 1096.696416 |
|---|---|
| Coefficient of variation (CV) | 0.2516786633 |
| Kurtosis | -0.187552717 |
| Mean | 4357.526384 |
| Median Absolute Deviation (MAD) | 678 |
| Skewness | 0.4773555795 |
| Sum | 3385798 |
| Variance | 1202743.028 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4100 | 9 | 1.2% | |
| 3700 | 7 | 0.9% | |
| 3600 | 7 | 0.9% | |
| 4200 | 6 | 0.8% | |
| 3400 | 6 | 0.8% | |
| 3750 | 6 | 0.8% | |
| 4500 | 5 | 0.6% | |
| 4600 | 5 | 0.6% | |
| 4440 | 5 | 0.6% | |
| 4000 | 5 | 0.6% | |
| Other values (543) | 716 | 92.1% |
| Value | Count | Frequency (%) | |
| 1780 | 1 | 0.1% | |
| 1880 | 1 | 0.1% | |
| 1920 | 1 | 0.1% | |
| 2146 | 1 | 0.1% | |
| 2190 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 8124 | 1 | 0.1% | |
| 7425 | 1 | 0.1% | |
| 7400 | 1 | 0.1% | |
| 7398 | 1 | 0.1% | |
| 7350 | 1 | 0.1% |
Books
Real number (ℝ≥0)
| Distinct | 122 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 549.3809524 |
|---|---|
| Minimum | 96 |
| Maximum | 2340 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 96 |
|---|---|
| 5-th percentile | 350 |
| Q1 | 470 |
| median | 500 |
| Q3 | 600 |
| 95-th percentile | 765.6 |
| Maximum | 2340 |
| Range | 2244 |
| Interquartile range (IQR) | 130 |
Descriptive statistics
| Standard deviation | 165.1053601 |
|---|---|
| Coefficient of variation (CV) | 0.3005298226 |
| Kurtosis | 28.33309728 |
| Mean | 549.3809524 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 3.485024736 |
| Sum | 426869 |
| Variance | 27259.77995 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 500 | 178 | 22.9% | |
| 600 | 128 | 16.5% | |
| 400 | 76 | 9.8% | |
| 450 | 60 | 7.7% | |
| 550 | 41 | 5.3% | |
| 700 | 28 | 3.6% | |
| 650 | 18 | 2.3% | |
| 630 | 17 | 2.2% | |
| 300 | 14 | 1.8% | |
| 350 | 14 | 1.8% | |
| Other values (112) | 203 | 26.1% |
| Value | Count | Frequency (%) | |
| 96 | 1 | 0.1% | |
| 110 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 200 | 2 | 0.3% | |
| 221 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2340 | 1 | 0.1% | |
| 2000 | 1 | 0.1% | |
| 1495 | 1 | 0.1% | |
| 1400 | 1 | 0.1% | |
| 1300 | 1 | 0.1% |
Personal
Real number (ℝ≥0)
| Distinct | 294 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1340.642214 |
|---|---|
| Minimum | 250 |
| Maximum | 6800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 250 |
|---|---|
| 5-th percentile | 500 |
| Q1 | 850 |
| median | 1200 |
| Q3 | 1700 |
| 95-th percentile | 2488.8 |
| Maximum | 6800 |
| Range | 6550 |
| Interquartile range (IQR) | 850 |
Descriptive statistics
| Standard deviation | 677.0714536 |
|---|---|
| Coefficient of variation (CV) | 0.505035159 |
| Kurtosis | 7.124017051 |
| Mean | 1340.642214 |
| Median Absolute Deviation (MAD) | 400 |
| Skewness | 1.742496537 |
| Sum | 1041679 |
| Variance | 458425.7533 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1000 | 45 | 5.8% | |
| 1200 | 33 | 4.2% | |
| 1500 | 32 | 4.1% | |
| 800 | 32 | 4.1% | |
| 900 | 27 | 3.5% | |
| 500 | 26 | 3.3% | |
| 600 | 23 | 3.0% | |
| 1100 | 23 | 3.0% | |
| 750 | 17 | 2.2% | |
| 700 | 16 | 2.1% | |
| Other values (284) | 503 | 64.7% |
| Value | Count | Frequency (%) | |
| 250 | 1 | 0.1% | |
| 300 | 4 | 0.5% | |
| 350 | 1 | 0.1% | |
| 400 | 7 | 0.9% | |
| 420 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 6800 | 1 | 0.1% | |
| 4913 | 1 | 0.1% | |
| 4288 | 1 | 0.1% | |
| 4200 | 1 | 0.1% | |
| 4110 | 1 | 0.1% |
PhD
Real number (ℝ≥0)
| Distinct | 78 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.66023166 |
|---|---|
| Minimum | 8 |
| Maximum | 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 43.8 |
| Q1 | 62 |
| median | 75 |
| Q3 | 85 |
| 95-th percentile | 95 |
| Maximum | 103 |
| Range | 95 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 16.32815469 |
|---|---|
| Coefficient of variation (CV) | 0.2247192765 |
| Kurtosis | 0.564772824 |
| Mean | 72.66023166 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.768170112 |
| Sum | 56457 |
| Variance | 266.6086355 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 77 | 26 | 3.3% | |
| 73 | 24 | 3.1% | |
| 90 | 23 | 3.0% | |
| 81 | 21 | 2.7% | |
| 82 | 21 | 2.7% | |
| 71 | 21 | 2.7% | |
| 75 | 21 | 2.7% | |
| 76 | 20 | 2.6% | |
| 89 | 20 | 2.6% | |
| 79 | 19 | 2.4% | |
| Other values (68) | 561 | 72.2% |
| Value | Count | Frequency (%) | |
| 8 | 1 | 0.1% | |
| 10 | 2 | 0.3% | |
| 14 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 103 | 1 | 0.1% | |
| 100 | 3 | 0.4% | |
| 99 | 6 | 0.8% | |
| 98 | 2 | 0.3% | |
| 97 | 7 | 0.9% |
Terminal
Real number (ℝ≥0)
| Distinct | 65 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.7027027 |
|---|---|
| Minimum | 24 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 52.8 |
| Q1 | 71 |
| median | 82 |
| Q3 | 92 |
| 95-th percentile | 98 |
| Maximum | 100 |
| Range | 76 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 14.72235853 |
|---|---|
| Coefficient of variation (CV) | 0.1847159259 |
| Kurtosis | 0.2420189636 |
| Mean | 79.7027027 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.8165423363 |
| Sum | 61929 |
| Variance | 216.7478406 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 96 | 30 | 3.9% | |
| 92 | 29 | 3.7% | |
| 90 | 28 | 3.6% | |
| 95 | 26 | 3.3% | |
| 89 | 26 | 3.3% | |
| 75 | 25 | 3.2% | |
| 93 | 25 | 3.2% | |
| 98 | 23 | 3.0% | |
| 97 | 23 | 3.0% | |
| 88 | 22 | 2.8% | |
| Other values (55) | 520 | 66.9% |
| Value | Count | Frequency (%) | |
| 24 | 1 | 0.1% | |
| 25 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 33 | 2 | 0.3% | |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 14 | 1.8% | |
| 99 | 13 | 1.7% | |
| 98 | 23 | 3.0% | |
| 97 | 23 | 3.0% | |
| 96 | 30 | 3.9% |
S.F.Ratio
Real number (ℝ≥0)
| Distinct | 173 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.08970399 |
|---|---|
| Minimum | 2.5 |
| Maximum | 39.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 8.3 |
| Q1 | 11.5 |
| median | 13.6 |
| Q3 | 16.5 |
| 95-th percentile | 21 |
| Maximum | 39.8 |
| Range | 37.3 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.958349135 |
|---|---|
| Coefficient of variation (CV) | 0.2809391268 |
| Kurtosis | 2.561208675 |
| Mean | 14.08970399 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 0.6674353642 |
| Sum | 10947.7 |
| Variance | 15.66852788 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 12.1 | 15 | 1.9% | |
| 11.3 | 14 | 1.8% | |
| 12.5 | 13 | 1.7% | |
| 13.3 | 13 | 1.7% | |
| 11.1 | 13 | 1.7% | |
| 11.5 | 12 | 1.5% | |
| 12.8 | 12 | 1.5% | |
| 12.7 | 11 | 1.4% | |
| 15.1 | 11 | 1.4% | |
| 13 | 11 | 1.4% | |
| Other values (163) | 652 | 83.9% |
| Value | Count | Frequency (%) | |
| 2.5 | 1 | 0.1% | |
| 2.9 | 1 | 0.1% | |
| 3.3 | 1 | 0.1% | |
| 3.9 | 1 | 0.1% | |
| 4.3 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 39.8 | 1 | 0.1% | |
| 28.8 | 1 | 0.1% | |
| 27.8 | 1 | 0.1% | |
| 27.6 | 1 | 0.1% | |
| 27.2 | 1 | 0.1% |
perc.alumni
Real number (ℝ≥0)
| Distinct | 61 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.74388674 |
|---|---|
| Minimum | 0 |
| Maximum | 64 |
| Zeros | 2 |
| Zeros (%) | 0.3% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 13 |
| median | 21 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.39180149 |
|---|---|
| Coefficient of variation (CV) | 0.5448409777 |
| Kurtosis | -0.09680657195 |
| Mean | 22.74388674 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.6068912184 |
| Sum | 17672 |
| Variance | 153.5567442 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 10 | 32 | 4.1% | |
| 16 | 31 | 4.0% | |
| 17 | 27 | 3.5% | |
| 26 | 27 | 3.5% | |
| 24 | 26 | 3.3% | |
| 9 | 25 | 3.2% | |
| 13 | 25 | 3.2% | |
| 15 | 25 | 3.2% | |
| 20 | 25 | 3.2% | |
| 8 | 25 | 3.2% | |
| Other values (51) | 509 | 65.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.3% | |
| 1 | 2 | 0.3% | |
| 2 | 3 | 0.4% | |
| 3 | 5 | 0.6% | |
| 4 | 16 | 2.1% |
| Value | Count | Frequency (%) | |
| 64 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 60 | 3 | 0.4% | |
| 58 | 1 | 0.1% | |
| 57 | 1 | 0.1% |
Expend
Real number (ℝ≥0)
| Distinct | 744 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9660.171171 |
|---|---|
| Minimum | 3186 |
| Maximum | 56233 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 3186 |
|---|---|
| 5-th percentile | 4795.8 |
| Q1 | 6751 |
| median | 8377 |
| Q3 | 10830 |
| 95-th percentile | 17974.8 |
| Maximum | 56233 |
| Range | 53047 |
| Interquartile range (IQR) | 4079 |
Descriptive statistics
| Standard deviation | 5221.76844 |
|---|---|
| Coefficient of variation (CV) | 0.5405461609 |
| Kurtosis | 18.77149968 |
| Mean | 9660.171171 |
| Median Absolute Deviation (MAD) | 1842 |
| Skewness | 3.459321715 |
| Sum | 7505953 |
| Variance | 27266865.64 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7041 | 2 | 0.3% | |
| 7940 | 2 | 0.3% | |
| 5935 | 2 | 0.3% | |
| 4900 | 2 | 0.3% | |
| 10872 | 2 | 0.3% | |
| 7114 | 2 | 0.3% | |
| 8847 | 2 | 0.3% | |
| 6971 | 2 | 0.3% | |
| 8324 | 2 | 0.3% | |
| 6898 | 2 | 0.3% | |
| Other values (734) | 757 | 97.4% |
| Value | Count | Frequency (%) | |
| 3186 | 1 | 0.1% | |
| 3365 | 1 | 0.1% | |
| 3480 | 1 | 0.1% | |
| 3605 | 1 | 0.1% | |
| 3733 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 56233 | 1 | 0.1% | |
| 45702 | 1 | 0.1% | |
| 42926 | 1 | 0.1% | |
| 41766 | 1 | 0.1% | |
| 40386 | 1 | 0.1% |
Grad.Rate
Real number (ℝ≥0)
| Distinct | 81 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.46332046 |
|---|---|
| Minimum | 10 |
| Maximum | 118 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 53 |
| median | 65 |
| Q3 | 78 |
| 95-th percentile | 94.2 |
| Maximum | 118 |
| Range | 108 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 17.1777099 |
|---|---|
| Coefficient of variation (CV) | 0.2624020562 |
| Kurtosis | -0.2052264909 |
| Mean | 65.46332046 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.1137772909 |
| Sum | 50865 |
| Variance | 295.0737173 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 72 | 24 | 3.1% | |
| 67 | 23 | 3.0% | |
| 58 | 22 | 2.8% | |
| 63 | 22 | 2.8% | |
| 65 | 21 | 2.7% | |
| 64 | 20 | 2.6% | |
| 83 | 20 | 2.6% | |
| 52 | 20 | 2.6% | |
| 68 | 18 | 2.3% | |
| 53 | 17 | 2.2% | |
| Other values (71) | 570 | 73.4% |
| Value | Count | Frequency (%) | |
| 10 | 1 | 0.1% | |
| 15 | 2 | 0.3% | |
| 18 | 1 | 0.1% | |
| 21 | 3 | 0.4% | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 118 | 1 | 0.1% | |
| 100 | 10 | 1.3% | |
| 99 | 5 | 0.6% | |
| 98 | 5 | 0.6% | |
| 97 | 5 | 0.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Names | Apps | Accept | Enroll | Top10perc | Top25perc | F.Undergrad | P.Undergrad | Outstate | Room.Board | Books | Personal | PhD | Terminal | S.F.Ratio | perc.alumni | Expend | Grad.Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Abilene Christian University | 1660 | 1232 | 721 | 23 | 52 | 2885 | 537 | 7440 | 3300 | 450 | 2200 | 70 | 78 | 18.1 | 12 | 7041 | 60 |
| 1 | Adelphi University | 2186 | 1924 | 512 | 16 | 29 | 2683 | 1227 | 12280 | 6450 | 750 | 1500 | 29 | 30 | 12.2 | 16 | 10527 | 56 |
| 2 | Adrian College | 1428 | 1097 | 336 | 22 | 50 | 1036 | 99 | 11250 | 3750 | 400 | 1165 | 53 | 66 | 12.9 | 30 | 8735 | 54 |
| 3 | Agnes Scott College | 417 | 349 | 137 | 60 | 89 | 510 | 63 | 12960 | 5450 | 450 | 875 | 92 | 97 | 7.7 | 37 | 19016 | 59 |
| 4 | Alaska Pacific University | 193 | 146 | 55 | 16 | 44 | 249 | 869 | 7560 | 4120 | 800 | 1500 | 76 | 72 | 11.9 | 2 | 10922 | 15 |
| 5 | Albertson College | 587 | 479 | 158 | 38 | 62 | 678 | 41 | 13500 | 3335 | 500 | 675 | 67 | 73 | 9.4 | 11 | 9727 | 55 |
| 6 | Albertus Magnus College | 353 | 340 | 103 | 17 | 45 | 416 | 230 | 13290 | 5720 | 500 | 1500 | 90 | 93 | 11.5 | 26 | 8861 | 63 |
| 7 | Albion College | 1899 | 1720 | 489 | 37 | 68 | 1594 | 32 | 13868 | 4826 | 450 | 850 | 89 | 100 | 13.7 | 37 | 11487 | 73 |
| 8 | Albright College | 1038 | 839 | 227 | 30 | 63 | 973 | 306 | 15595 | 4400 | 300 | 500 | 79 | 84 | 11.3 | 23 | 11644 | 80 |
| 9 | Alderson-Broaddus College | 582 | 498 | 172 | 21 | 44 | 799 | 78 | 10468 | 3380 | 660 | 1800 | 40 | 41 | 11.5 | 15 | 8991 | 52 |
Last rows
| Names | Apps | Accept | Enroll | Top10perc | Top25perc | F.Undergrad | P.Undergrad | Outstate | Room.Board | Books | Personal | PhD | Terminal | S.F.Ratio | perc.alumni | Expend | Grad.Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 767 | Winthrop University | 2320 | 1805 | 769 | 24 | 61 | 3395 | 670 | 6400 | 3392 | 580 | 2150 | 71 | 80 | 12.8 | 26 | 6729 | 59 |
| 768 | Wisconsin Lutheran College | 152 | 128 | 75 | 17 | 41 | 282 | 22 | 9100 | 3700 | 500 | 1400 | 48 | 48 | 8.5 | 26 | 8960 | 50 |
| 769 | Wittenberg University | 1979 | 1739 | 575 | 42 | 68 | 1980 | 144 | 15948 | 4404 | 400 | 800 | 82 | 95 | 12.8 | 29 | 10414 | 78 |
| 770 | Wofford College | 1501 | 935 | 273 | 51 | 83 | 1059 | 34 | 12680 | 4150 | 605 | 1440 | 91 | 92 | 15.3 | 42 | 7875 | 75 |
| 771 | Worcester Polytechnic Institute | 2768 | 2314 | 682 | 49 | 86 | 2802 | 86 | 15884 | 5370 | 530 | 730 | 92 | 94 | 15.2 | 34 | 10774 | 82 |
| 772 | Worcester State College | 2197 | 1515 | 543 | 4 | 26 | 3089 | 2029 | 6797 | 3900 | 500 | 1200 | 60 | 60 | 21.0 | 14 | 4469 | 40 |
| 773 | Xavier University | 1959 | 1805 | 695 | 24 | 47 | 2849 | 1107 | 11520 | 4960 | 600 | 1250 | 73 | 75 | 13.3 | 31 | 9189 | 83 |
| 774 | Xavier University of Louisiana | 2097 | 1915 | 695 | 34 | 61 | 2793 | 166 | 6900 | 4200 | 617 | 781 | 67 | 75 | 14.4 | 20 | 8323 | 49 |
| 775 | Yale University | 10705 | 2453 | 1317 | 95 | 99 | 5217 | 83 | 19840 | 6510 | 630 | 2115 | 96 | 96 | 5.8 | 49 | 40386 | 99 |
| 776 | York College of Pennsylvania | 2989 | 1855 | 691 | 28 | 63 | 2988 | 1726 | 4990 | 3560 | 500 | 1250 | 75 | 75 | 18.1 | 28 | 4509 | 99 |